Mutation-Driven Immune Microenvironments in Non-Small Cell Lung Cancer: Unrevealing Patterns through Cluster Analysis.

IF 2.6 4区 医学 Q1 MEDICINE, GENERAL & INTERNAL Yonsei Medical Journal Pub Date : 2024-12-01 DOI:10.3349/ymj.2024.0062
Youngtaek Kim, Joon Yeon Hwang, Kwangmin Na, Dong Kwon Kim, Seul Lee, Seong-San Kang, Sujeong Baek, Seung Min Yang, Mi Hyun Kim, Heekyung Han, Seong Su Jeong, Chai Young Lee, Yu Jin Han, Jie-Ohn Sohn, Sang-Kyu Ye, Kyoung-Ho Pyo
{"title":"Mutation-Driven Immune Microenvironments in Non-Small Cell Lung Cancer: Unrevealing Patterns through Cluster Analysis.","authors":"Youngtaek Kim, Joon Yeon Hwang, Kwangmin Na, Dong Kwon Kim, Seul Lee, Seong-San Kang, Sujeong Baek, Seung Min Yang, Mi Hyun Kim, Heekyung Han, Seong Su Jeong, Chai Young Lee, Yu Jin Han, Jie-Ohn Sohn, Sang-Kyu Ye, Kyoung-Ho Pyo","doi":"10.3349/ymj.2024.0062","DOIUrl":null,"url":null,"abstract":"<p><strong>Purpose: </strong>We aimed to comprehensively analyze the immune cell and stromal components of tumor microenvironment at the single-cell level and identify tumor heterogeneity among the major top-derived oncogene mutations in non-small cell lung cancer (NSCLC) using single-cell RNA sequencing (scRNA-seq) data.</p><p><strong>Materials and methods: </strong>The scRNA-seq dataset utilized in this study comprised 64369 primary tumor tissue cells from 21 NSCLC patients, focusing on mutations in <i>EGFR</i>, <i>ALK</i>, <i>BRAF</i>, <i>KRAS</i>, <i>TP53</i>, and the wild-type.</p><p><strong>Results: </strong>Tumor immune microenvironment (TIM) analysis revealed differential immune responses across NSCLC mutation subtypes. TIM analysis revealed different immune responses across the mutation subtypes. Two mutation clusters emerged: <i>KRAS</i>, <i>TP53</i>, and <i>EGFR</i>+<i>TP53</i> mutations (MC1); and <i>EGFR</i>, <i>BRAF</i>, and <i>ALK</i> mutations (MC2). MC1 showed higher tertiary lymphoid structures signature scores and enriched populations of C2-T-IL7R, C3-T/NK-CXCL4, C9-T/NK-NKG, and C1-B-MS4A1 clusters than cluster 2. Conversely, MC2 cells exhibited higher expression levels of <i>TNF</i>, <i>IL1B</i>, and chemokines linked to alternative immune pathways. Remarkably, co-occurring <i>EGFR</i> and <i>TP53</i> mutations were grouped as MC1. <i>EGFR</i>+<i>TP53</i> mutations showed upregulation of peptide synthesis and higher synthetic processes, as well as differences in myeloid and T/NK cells compared to <i>EGFR</i> mutations. In T/NK cells, <i>EGFR</i>+<i>TP53</i> mutations showed a higher expression of features related to cell activity and differentiation, whereas <i>EGFR</i> mutations showed the opposite.</p><p><strong>Conclusion: </strong>Our research indicates a close association between mutation types and tumor microenvironment in NSCLC, offering insights into personalized approaches for cancer diagnosis and treatment.</p>","PeriodicalId":23765,"journal":{"name":"Yonsei Medical Journal","volume":"65 12","pages":"683-694"},"PeriodicalIF":2.6000,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11605048/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Yonsei Medical Journal","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.3349/ymj.2024.0062","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MEDICINE, GENERAL & INTERNAL","Score":null,"Total":0}
引用次数: 0

Abstract

Purpose: We aimed to comprehensively analyze the immune cell and stromal components of tumor microenvironment at the single-cell level and identify tumor heterogeneity among the major top-derived oncogene mutations in non-small cell lung cancer (NSCLC) using single-cell RNA sequencing (scRNA-seq) data.

Materials and methods: The scRNA-seq dataset utilized in this study comprised 64369 primary tumor tissue cells from 21 NSCLC patients, focusing on mutations in EGFR, ALK, BRAF, KRAS, TP53, and the wild-type.

Results: Tumor immune microenvironment (TIM) analysis revealed differential immune responses across NSCLC mutation subtypes. TIM analysis revealed different immune responses across the mutation subtypes. Two mutation clusters emerged: KRAS, TP53, and EGFR+TP53 mutations (MC1); and EGFR, BRAF, and ALK mutations (MC2). MC1 showed higher tertiary lymphoid structures signature scores and enriched populations of C2-T-IL7R, C3-T/NK-CXCL4, C9-T/NK-NKG, and C1-B-MS4A1 clusters than cluster 2. Conversely, MC2 cells exhibited higher expression levels of TNF, IL1B, and chemokines linked to alternative immune pathways. Remarkably, co-occurring EGFR and TP53 mutations were grouped as MC1. EGFR+TP53 mutations showed upregulation of peptide synthesis and higher synthetic processes, as well as differences in myeloid and T/NK cells compared to EGFR mutations. In T/NK cells, EGFR+TP53 mutations showed a higher expression of features related to cell activity and differentiation, whereas EGFR mutations showed the opposite.

Conclusion: Our research indicates a close association between mutation types and tumor microenvironment in NSCLC, offering insights into personalized approaches for cancer diagnosis and treatment.

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
求助全文
约1分钟内获得全文 去求助
来源期刊
Yonsei Medical Journal
Yonsei Medical Journal 医学-医学:内科
CiteScore
4.50
自引率
0.00%
发文量
167
审稿时长
3 months
期刊介绍: The goal of the Yonsei Medical Journal (YMJ) is to publish high quality manuscripts dedicated to clinical or basic research. Any authors affiliated with an accredited biomedical institution may submit manuscripts of original articles, review articles, case reports, brief communications, and letters to the Editor.
期刊最新文献
Survival Is Just the Beginning of Recovery: A Qualitative Study of Survivors' Experiences after Severe Injury. Thirty-Day Mortality of Persistent Methicillin-Resistant Staphylococcus aureus Bacteremia: Insights from a Retrospective Cohort Study. Triglyceride to High-Density Lipoprotein Cholesterol Ratio and Sensorineural Hearing Loss in Community-Dwelling Adults: an NHANES Analysis. A Novel Approach to Peripheral Nerve Regeneration: Local FK-506 Delivery Using a Reservoir Flap Model. Effects of Lactiplantibacillus plantarum LM1215 on Candida albicans and Gardnerella vaginalis.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1